Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add MilkyWay008/Hermes-OTG --skill bioinformaticsgit clone --depth 1 https://github.com/MilkyWay008/Hermes-OTGWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/milkyway008/hermes-otg/bioinformatics)<a href="https://agentmods.dev/skills/milkyway008/hermes-otg/bioinformatics"><img src="https://agentmods.dev/badge/skills/milkyway008/hermes-otg/bioinformatics/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/milkyway008/hermes-otg/bioinformatics"><img src="https://agentmods.dev/badge/skills/milkyway008/hermes-otg/bioinformatics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00015 | $0.03356 |
| Opus 5 | $0.00008 | $0.01678 |
| Sonnet 5 | $0.00003 | $0.00671 |
| Haiku 4.5 | $0.00002 | $0.00336 |
Grade B, and why
bioinformatics scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
sudo apt install samtools bcftools ncbi-blast+ minimap2 bedtools This is a copy
98% identical to bioinformatics — 2 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 236 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Bioinformatics Skills Gateway
Use when asked about bioinformatics, genomics, sequencing, variant calling, gene expression, single-cell analysis, protein structure, pharmacogenomics, metagenomics, phylogenetics, or any computational biology task.
This skill is a gateway to two open-source bioinformatics skill libraries. Instead of bundling hundreds of domain-specific skills, it indexes them and fetches what you need on demand.
Sources
◆ bioSkills — 385 reference skills (code patterns, parameter guides, decision trees) Repo: https://github.com/GPTomics/bioSkills Format: SKILL.md per topic with code examples. Python/R/CLI.
◆ ClawBio — 33 runnable pipeline skills (executable scripts, reproducibility bundles) Repo: https://github.com/ClawBio/ClawBio Format: Python scripts with demos. Each analysis exports report.md + commands.sh + environment.yml.
How to fetch and use a skill
- Identify the domain and skill name from the index below.
- Clone the relevant repo (shallow clone to save time):
# bioSkills (reference material) git clone --depth 1 https://github.com/GPTomics/bioSkills.git /tmp/bioSkills # ClawBio (runnable pipelines) git clone --depth 1 https://github.com/ClawBio/ClawBio.git /tmp/ClawBio - Read the specific skill:
# bioSkills — each skill is at: <category>/<skill-name>/SKILL.md cat /tmp/bioSkills/variant-calling/gatk-variant-calling/SKILL.md # ClawBio — each skill is at: skills/<skill-name>/ cat /tmp/ClawBio/skills/pharmgx-reporter/README.md - Follow the fetched skill as reference material. These are NOT Hermes-format skills — treat them as expert domain guides. They contain correct parameters, proper tool flags, and validated pipelines.
Skill Index by Domain
Sequence Fundamentals
bioSkills: sequence-io/ — read-sequences, write-sequences, format-conversion, batch-processing, compressed-files, fastq-quality, filter-sequences, paired-end-fastq, sequence-statistics sequence-manipulation/ — seq-objects, reverse-complement, transcription-translation, motif-search, codon-usage, sequence-properties, sequence-slicing ClawBio: seq-wrangler — Sequence QC, alignment, and BAM processing (wraps FastQC, BWA, SAMtools)
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 236 lines · 15 tokens per session scan B 2bff725952d9
bioinformatics is a skill published in the GitHub repository MilkyWay008/Hermes-OTG (15 stars, last pushed 28d ago), licensed MIT. It adds 15 tokens to every session and 3,356 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it B with 1 finding (asks for root). It is 98% identical to bioinformatics, differing in 2 lines, and is treated as a copy.
Other skills, from other repositories
anti-autoresearch
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baseline-comparison-audit
Audit whether a paper's baseline comparisons are COMPLETE, FAIR, and SIGNIFICANT: a required recent SOTA baseline is missing while 'best/SOTA' is claimed (HP-MISSING-BASELINE); a baseline is undertuned / given less compute-tuning-data, run at a mismatched config, or the equal-budget ablation-as-baseline is absent…
eval-design-forensics
Audit whether a paper's EVALUATION DESIGN actually measures what it claims and whether its reporting is complete — the validity layer family D (experiment-forensics) cannot reach. Three patterns: train/test leakage means the reported score may not measure generalization (HP-EVAL-LEAKAGE — adopts the Kapoor & Narayanan…
experiment-forensics
Audit experiment integrity against the evidence ledger. At L2 (repo + result files present) a fresh cross-model reviewer reads the eval code line-by-line for fake/derived ground truth, score self-normalization, phantom results (a paper number with no backing file/key), dead/uncalled metric code, verified-scope…
proof-derivation-forensics
Family-G proof & derivation integrity forensics: does a THIRD PARTY's written proof/derivation actually establish its theorem, or does it skip an obligation, assume its own conclusion, take an invalid step, drift a symbol's meaning, or smuggle an unstated assumption? Decides from the WRITTEN proof/derivation …
liucixin-perspective
A science-fiction writing aid focused on using scientific ideas to imagine large-scale consequences for people and civilizations. It combines technical detail with stories spanning different time periods, places, and levels of society.